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Flash flood susceptibility prediction mapping for a road network using hybrid machine learning models 期刊论文
Natural Hazards, 2021
作者:  Ha H.;  Luu C.;  Bui Q.D.;  Pham D.-H.;  Hoang T.;  Nguyen V.-P.;  Vu M.T.;  Pham B.T.
收藏  |  浏览/下载:55/0  |  提交时间:2021/09/01
Flash flood susceptibility  Flood risk management  Highway  Hybrid machine learning models  Transportation  Vietnam  
Modeling air pollution-related hospital admissions employing remote sensing and geographical information systems 期刊论文
ATMOSPHERIC ENVIRONMENT, 2021, 卷号: 261
作者:  Tavera Busso I.;  Rodríguez Núñez M.;  Amarillo A.C.;  Mettan F.;  Carreras H.A.
收藏  |  浏览/下载:33/0  |  提交时间:2022/01/18
Land-use models  Machine learning  Respiratory diseases  Suspended particles  
A data-driven approach to generate past GRACE-like terrestrial water storage solution by calibrating the land surface model simulations 期刊论文
, 2020, 卷号: 143
作者:  Jing W.;  Di L.;  Zhao X.;  Yao L.;  Xia X.;  Liu Y.;  Yang J.;  Li Y.;  Zhou C.
收藏  |  浏览/下载:38/0  |  提交时间:2020/07/28
Decision trees  Digital storage  Evapotranspiration  Geodetic satellites  Groundwater  Learning systems  Soil moisture  Surface measurement  Water conservation  Water supply  Data-driven approach  Ensemble learning algorithm  Gravity recovery and climate experiment satellites  Groundwater storage  Land surface modeling  Machine learning models  Terrestrial water storage  Variable importances  Learning algorithms  
Combining statistical machine learning models with ARIMA for water level forecasting: The case of the Red river 期刊论文
, 2020, 卷号: 142
作者:  Phan T.-T.-H.;  Nguyen X.H.
收藏  |  浏览/下载:22/0  |  提交时间:2020/07/28
Autoregressive moving average model  Cost effectiveness  Disaster prevention  Forecasting  Learning algorithms  Water levels  Water resources  Auto-regressive integrated moving average  Computational time  Cost-effective solutions  Linear and nonlinear models  Physically based models  Statistical machine learning  Time series forecasting  Water level forecasting  Machine learning  data set  flood forecasting  forecasting method  hydrological modeling  machine learning  numerical model  performance assessment  river water  water level  Hanoi  Red River [Asia]  Viet Nam  
PoreFlow-Net: A 3D convolutional neural network to predict fluid flow through porous media 期刊论文
, 2020, 卷号: 138
作者:  Santos J.E.;  Xu D.;  Jo H.;  Landry C.J.;  Prodanović M.;  Pyrcz M.J.
收藏  |  浏览/下载:27/0  |  提交时间:2020/07/28
Binary images  Convolution  Deep learning  Deep neural networks  Flow fields  Flow of fluids  Forecasting  Learning systems  Mechanical permeability  Network architecture  Porous materials  Velocity  Disruptive technology  Fluid velocity field  Geometrical informations  Machine learning models  Orders of magnitude  Spatial relationships  Subsurface formations  Surrogate model  Convolutional neural networks  artificial neural network  digital image  flow modeling  fluid flow  permeability  porous medium  prediction  rock mechanics  surrogate method  three-dimensional modeling  
Comparative assessment of bivariate, multivariate and machine learning models for mapping flood proneness 期刊论文
Natural Hazards, 2020, 卷号: 100, 期号: 2
作者:  Al-Abadi A.M.;  Al-Najar N.A.
收藏  |  浏览/下载:29/0  |  提交时间:2021/09/01
Bivariate models  Flood  Iraq  Machine learning models  
Ensemble averaging based assessment of spatiotemporal variations in ambient PM2.5 concentrations over Delhi, India, during 2010–2016 期刊论文
ATMOSPHERIC ENVIRONMENT, 2020, 卷号: 224
作者:  Mandal S.;  Madhipatla K.K.;  Guttikunda S.;  Kloog I.;  Prabhakaran D.;  Schwartz J.D.;  GeoHealth Hub India Team
收藏  |  浏览/下载:48/0  |  提交时间:2022/01/18
Hybrid models  Machine learning  Particulate matter  Pollution exposure  Satellite observations  
Disentangling mechanisms of early succession following harvest: Implications for climate change adaptation in Canada's boreal-temperate forests 期刊论文
, 2020, 卷号: 461
作者:  Taylor A.R.;  Endicott S.;  Hennigar C.
收藏  |  浏览/下载:19/0  |  提交时间:2020/07/28
Atmospheric radiation  Climate models  Digital storage  Forecasting  Harvesting  Learning systems  Mechanisms  Plants (botany)  Reforestation  Climate change adaptation  Direct regeneration  Machine learning techniques  Partial cutting  Radiative forcings  Regeneration  Succession  Sustainable forest management  Climate change  adaptive management  boreal forest  climate change  cutting (process)  dominance  forest inventory  forest management  forestry  regeneration  succession  sustainability  temperate forest  timber harvesting  Abies Lasiocarpa  Acer Rubrum Tridens  Cutting  Forecasts  Harvesting  Reforestation  Sustainable Forest Management  Acadia  Canada  Abies balsamea  Acer rubrum  Acer saccharum  Betula  Picea mariana  Picea rubens  Populus  
A Bayesian network model for prediction and analysis of possible forest fire causes 期刊论文
, 2020, 卷号: 457
作者:  Sevinc V.;  Kucuk O.;  Goltas M.
收藏  |  浏览/下载:22/0  |  提交时间:2020/07/28
Deforestation  Fire hazards  Fires  Forecasting  Learning algorithms  Roads and streets  Sensitivity analysis  Timber  Wind  Agricultural land  Bayesian network models  Different sizes  Forest fires  Interactive relation  Lightning strikes  Prediction and analysis  Structural learning  Bayesian networks  algorithm  Bayesian analysis  biomass burning  forest fire  machine learning  numerical model  prediction  sensitivity analysis  Area  Deforestation  Distance  Forecasts  Forest Fires  Temperature  Wind  Mugla  Turkey  
Exploring the use of learning techniques for relating the site index of radiata pine stands with climate, soil and physiography 期刊论文
, 2020, 卷号: 458
作者:  González-Rodríguez M.A.;  Diéguez-Aranda U.
收藏  |  浏览/下载:24/0  |  提交时间:2020/07/28
Climate change  Information management  Learning algorithms  Learning systems  Least squares approximations  Machine learning  Regression analysis  Environmental uncertainty  Multivariate adaptive regression splines  Partial least square (PLS)  Pinus radiata  Site index  Stand growth  Statistical learning techniques  Sustainable forest management  Forestry  climate change  coniferous tree  forest management  growth modeling  machine learning  site index  statistical analysis  uncertainty analysis  Forestry  Models  Pinus Radiata  Regression Analysis  Site Index  Sustainable Forest Management  Techniques  Galicia [Spain]  La Coruna [Galicia]  Santiago de Compostela  Spain  Pinus radiata  Radiata